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prof.dr. C. Brune (Christoph)

Full Professor

About Me

Christoph Brune is an Associate Professor and head of the Mathematics of Imaging & AI group in SACS in the Department of Applied Mathematics at the University of Twente.

His core research interest is the interplay of nonlinear analysis and deep learning related to inverse problems, mathematical imaging, machine learning, dynamical systems, numerical analysis and scientific computing. The main focus is on the development, analysis and application of geometric deep learning methods for solving partial differential equations and inverse problems. Important topics are deep learning regularization theory for inverse problems, dynamical systems theory, functional analysis in deep learning representation theory, graph neural networks for PDE systems, deep manifold learning and deep Gaussian processes for model-order reduction in PDEs. Impactful areas of application are medical imaging and data science for AI in health, neuroscience and digital twin development for AI in industry.

Expertise

Mathematics
Cardiac
Ill-Posed Problem
Image Decomposition
Optical Flow
Regularization Parameter
Segmentation
Spectral Decomposition
Total Variation

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Contact Details

Visiting Address

University of Twente
Drienerlolaan 5
7522 NB Enschede
The Netherlands

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Mailing Address

University of Twente
P.O. Box 217
7500 AE Enschede
The Netherlands

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